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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

452 listings found

2010 Ford Explorer XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Ford Explorer XLT

North Platte, NE

UnscoredInsufficient · 0
$2,995154,340 mi

North Platte, NE

2009 GMC Envoy SLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 GMC Envoy SLE

Ogallala, NE

UnscoredInsufficient · 0
$3,466299,666 mi

Ogallala, NE

2012 GMC Acadia SLT1

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 GMC Acadia SLT1

North Platte, NE

UnscoredInsufficient · 0
$4,000196,000 mi

North Platte, NE

1999 Chevrolet Suburban Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

1999 Chevrolet Suburban Base

North Platte, NE

UnscoredInsufficient · 0
$5,000166,098 mi

North Platte, NE

2018 Ford Escape Titanium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford Escape Titanium

Ogallala, NE

UnscoredInsufficient · 0
$5,261184,072 mi

Ogallala, NE

2005 Honda CR-V LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 Honda CR-V LX

North Platte, NE

UnscoredInsufficient · 0
$6,000181,101 mi

North Platte, NE

2016 Dodge Durango SXT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Dodge Durango SXT

Arnold, NE

UnscoredInsufficient · 0
$6,995176,586 mi

Arnold, NE

2013 Chevrolet Captiva Sport LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Chevrolet Captiva Sport LT

North Platte, NE

UnscoredInsufficient · 0
$6,995145,986 mi

North Platte, NE

2007 Ford Escape Hybrid

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Ford Escape Hybrid

North Platte, NE

UnscoredInsufficient · 0
$6,995143,853 mi

North Platte, NE

2006 Subaru Forester X

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Subaru Forester X

North Platte, NE

UnscoredInsufficient · 0
$6,995173,134 mi

North Platte, NE

2005 Buick Rendezvous CX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 Buick Rendezvous CX

North Platte, NE

UnscoredInsufficient · 0
$6,995171,102 mi

North Platte, NE

2010 Lexus RX 350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Lexus RX 350

North Platte, NE

UnscoredInsufficient · 0
$7,032180,880 mi

North Platte, NE

2007 Chevrolet Tahoe LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Chevrolet Tahoe LT

Gothenburg, NE

UnscoredInsufficient · 4
$7,950237,124 mi

Comparison: 4 similar vehicles

Gothenburg, NE

2018 Chevrolet Traverse 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Chevrolet Traverse 1LT

North Platte, NE

UnscoredLimited · 5
$8,000173,643 mi

Comparison: 5 similar vehicles

North Platte, NE

2013 Chevrolet Equinox 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Chevrolet Equinox 2LT

North Platte, NE

UnscoredInsufficient · 0
$8,022153,415 mi

North Platte, NE

2017 Jeep Grand Cherokee Altitude

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Jeep Grand Cherokee Altitude

Gothenburg, NE

UnscoredInsufficient · 4
$8,950176,911 mi

Comparison: 4 similar vehicles

Gothenburg, NE

2017 Dodge Journey SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Dodge Journey SE

North Platte, NE

UnscoredLimited · 5
$8,995105,054 mi

Comparison: 5 similar vehicles

North Platte, NE

2016 Dodge Journey SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Dodge Journey SE

North Platte, NE

UnscoredInsufficient · 0
$8,99576,352 mi

North Platte, NE

2015 GMC Terrain SLT-1

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 GMC Terrain SLT-1

Arnold, NE

UnscoredInsufficient · 0
$8,995126,446 mi

Arnold, NE

2010 Toyota Venza Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Toyota Venza Base

North Platte, NE

UnscoredInsufficient · 0
$9,284132,008 mi

North Platte, NE

2016 Lincoln Navigator Select

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Lincoln Navigator Select

North Platte, NE

UnscoredLimited · 7
$9,798131,518 mi

Comparison: 7 similar vehicles

North Platte, NE

2020 Chevrolet Traverse 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Chevrolet Traverse 1LT

Gothenburg, NE

UnscoredLimited · 10
$9,950203,569 mi

Comparison: 10 similar vehicles

Gothenburg, NE

2016 GMC Acadia SLT-1

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 GMC Acadia SLT-1

North Platte, NE

UnscoredInsufficient · 0
$10,000111,843 mi

North Platte, NE

2016 Subaru Crosstrek Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Subaru Crosstrek Premium

North Platte, NE

UnscoredInsufficient · 0
$10,019158,033 mi

North Platte, NE

2017 Ford Escape SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford Escape SE

North Platte, NE

Fair PriceModerate · 21
$10,67697,357 mi

Market: $6,975 – $14,599

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

North Platte, NE

2013 GMC Terrain SLT-2

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 GMC Terrain SLT-2

Gothenburg, NE

UnscoredLimited · 7
$10,950134,017 mi

Comparison: 7 similar vehicles

Gothenburg, NE

2018 Ford Ecosport SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford Ecosport SE

North Platte, NE

UnscoredLimited · 5
$10,99587,528 mi

Comparison: 5 similar vehicles

North Platte, NE

2007 Jeep Wrangler Unlimited Sahara

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Jeep Wrangler Unlimited Sahara

North Platte, NE

UnscoredInsufficient · 3
$10,995154,000 mi

Comparison: 3 similar vehicles

North Platte, NE

2017 Chevrolet Equinox LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Chevrolet Equinox LT

North Platte, NE

UnscoredLimited · 5
$11,284128,810 mi

Comparison: 5 similar vehicles

North Platte, NE

2001 Ford Excursion Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2001 Ford Excursion Limited

North Platte, NE

UnscoredInsufficient · 0
$11,784155,126 mi

North Platte, NE

2018 Ford Escape SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford Escape SE

North Platte, NE

Fair PriceLimited · 12
$11,99560,723 mi

Market: $4,950 – $15,341

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

North Platte, NE

2018 Ford Escape SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford Escape SE

North Platte, NE

UnscoredInsufficient · 0
$12,99526,138 mi

North Platte, NE

2017 INFINITI QX60 Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 INFINITI QX60 Base

Ogallala, NE

UnscoredInsufficient · 0
$13,26195,614 mi

Ogallala, NE

2020 Ford Escape SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Ford Escape SE

North Platte, NE

UnscoredLimited · 16
$13,995122,554 mi

Comparison: 16 similar vehicles

North Platte, NE

2016 Toyota Highlander LE Plus

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Toyota Highlander LE Plus

Arnold, NE

UnscoredInsufficient · 4
$14,495147,683 mi

Comparison: 4 similar vehicles

Arnold, NE

2020 Chevrolet Equinox LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Chevrolet Equinox LT

Gothenburg, NE

Fair PriceRobust · 61
$14,950111,836 mi

Market: $8,900 – $21,999

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Gothenburg, NE

2019 BMW X3 30i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 BMW X3 30i

Gothenburg, NE

UnscoredInsufficient · 0
$14,950112,512 mi

Gothenburg, NE

2020 Jeep Cherokee Latitude

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Jeep Cherokee Latitude

North Platte, NE

UnscoredInsufficient · 0
$14,99575,837 mi

North Platte, NE

2020 Chevrolet Equinox LS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Chevrolet Equinox LS

North Platte, NE

Fair PriceModerate · 20
$14,99588,425 mi

Market: $7,150 – $20,492

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

North Platte, NE

2013 Jeep Wrangler Rubicon

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Jeep Wrangler Rubicon

North Platte, NE

UnscoredInsufficient · 0
$14,995141,991 mi

North Platte, NE

2021 Chevrolet Trailblazer LS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Chevrolet Trailblazer LS

North Platte, NE

UnscoredInsufficient · 0
$15,00079,143 mi

North Platte, NE

2015 Chevrolet Suburban LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Chevrolet Suburban LT

North Platte, NE

UnscoredLimited · 6
$15,335144,690 mi

Comparison: 6 similar vehicles

North Platte, NE

2021 GMC Terrain SLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 GMC Terrain SLT

Gothenburg, NE

UnscoredLimited · 11
$15,950133,353 mi

Comparison: 11 similar vehicles

Gothenburg, NE

2020 Jeep Compass Trailhawk

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Jeep Compass Trailhawk

North Platte, NE

UnscoredInsufficient · 0
$15,995113,371 mi

North Platte, NE

2019 Jeep Grand Cherokee Laredo E

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Jeep Grand Cherokee Laredo E

North Platte, NE

UnscoredInsufficient · 0
$15,995112,145 mi

North Platte, NE

2018 Jeep Grand Cherokee Trailhawk

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Jeep Grand Cherokee Trailhawk

Ogallala, NE

Fair PriceModerate · 21
$16,261114,745 mi

Market: $10,992 – $19,290

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Ogallala, NE

2017 Chevrolet Suburban LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Chevrolet Suburban LT

Ogallala, NE

UnscoredLimited · 7
$16,261143,500 mi

Comparison: 7 similar vehicles

Ogallala, NE

2023 Ford Bronco Sport Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Ford Bronco Sport Base

North Platte, NE

UnscoredInsufficient · 0
$16,99585,506 mi

North Platte, NE

2017 Ford Explorer Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford Explorer Base

North Platte, NE

UnscoredInsufficient · 0
$16,99541,153 mi

North Platte, NE

2015 GMC Yukon XL Denali

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 GMC Yukon XL Denali

North Platte, NE

UnscoredInsufficient · 0
$17,000150,350 mi

North Platte, NE

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers route inbound buyer inquiries and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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